Triple

T22183619
Position Surface form Disambiguated ID Type / Status
Subject Vienna S-Bahn E548233 entity
Predicate usesRollingStock P5426 FINISHED
Object ÖBB 4024 Talent
The ÖBB 4024 Talent is a modern electric multiple unit train operated by the Austrian Federal Railways for regional and suburban passenger services.
E1524889 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: ÖBB 4024 Talent | Statement: [Vienna S-Bahn, usesRollingStock, ÖBB 4024 Talent]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ÖBB 4024 Talent
Context triple: [Vienna S-Bahn, usesRollingStock, ÖBB 4024 Talent]
  • A. ÖBB 4020
    The ÖBB 4020 is an electric multiple unit train class operated by the Austrian Federal Railways, widely used for suburban and S-Bahn commuter services, particularly around Vienna.
  • B. Stadler SPATZ multiple unit
    The Stadler SPATZ multiple unit is a narrow-gauge electric trainset designed by Stadler Rail for regional and commuter services, particularly suited to mountainous railway lines.
  • C. Stadler Tango
    Stadler Tango is a family of modern low-floor light rail and tram vehicles built by Swiss manufacturer Stadler Rail for urban and regional transit systems.
  • D. Stadler FINK multiple unit
    The Stadler FINK multiple unit is a modern narrow-gauge electric trainset built by Stadler Rail for regional passenger services, particularly suited to mountainous railway lines.
  • E. Railjet trains
    Railjet trains are high-speed, long-distance passenger services operated primarily by Austrian Federal Railways (ÖBB), connecting major cities across Austria and neighboring countries with fast, comfortable, and modern rail travel.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: ÖBB 4024 Talent
Triple: [Vienna S-Bahn, usesRollingStock, ÖBB 4024 Talent]
Generated description
The ÖBB 4024 Talent is a modern electric multiple unit train operated by the Austrian Federal Railways for regional and suburban passenger services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ÖBB 4024 Talent
Target entity description: The ÖBB 4024 Talent is a modern electric multiple unit train operated by the Austrian Federal Railways for regional and suburban passenger services.
  • A. ÖBB 4020
    The ÖBB 4020 is an electric multiple unit train class operated by the Austrian Federal Railways, widely used for suburban and S-Bahn commuter services, particularly around Vienna.
  • B. Stadler SPATZ multiple unit
    The Stadler SPATZ multiple unit is a narrow-gauge electric trainset designed by Stadler Rail for regional and commuter services, particularly suited to mountainous railway lines.
  • C. Stadler Tango
    Stadler Tango is a family of modern low-floor light rail and tram vehicles built by Swiss manufacturer Stadler Rail for urban and regional transit systems.
  • D. Stadler FINK multiple unit
    The Stadler FINK multiple unit is a modern narrow-gauge electric trainset built by Stadler Rail for regional passenger services, particularly suited to mountainous railway lines.
  • E. Railjet trains
    Railjet trains are high-speed, long-distance passenger services operated primarily by Austrian Federal Railways (ÖBB), connecting major cities across Austria and neighboring countries with fast, comfortable, and modern rail travel.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e11e3e0c7c8190b30d278845e2497e completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f12aa75440819084cbe9176b9edb47 completed April 28, 2026, 9:46 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0aa608399c8190ad0832d7374a358f completed May 18, 2026, 5:39 a.m.
NEDg Description generation batch_6a0aa6b04798819088ab3ed8c3fe53af completed May 18, 2026, 5:42 a.m.
NED2 Entity disambiguation (via description) batch_6a0aa72467d4819093f84573de7c8da2 completed May 18, 2026, 5:44 a.m.
Created at: April 16, 2026, 8:35 p.m.